{"id":"W4297958057","doi":"","title":"Optimization of meshed electrical networks by increasing algebraic connectivity","year":2017,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"VLSI and FPGA Design Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Computer science; Algebraic number; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00230672,0.000144709,0.0002146822,0.00007247405,0.0002989366,0.0001687062,0.0005533058,0.0001386334,0.00004897941],"category_scores_gemma":[0.001090112,0.0001594165,0.00007096536,0.0001504137,0.000121105,0.0002466658,0.0001103023,0.0001979842,0.00000248327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000532485,"about_ca_system_score_gemma":0.00002409028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003526237,"about_ca_topic_score_gemma":0.00007910558,"domain_scores_codex":[0.9981579,0.0009989559,0.0002550838,0.0002132416,0.0001570752,0.0002177898],"domain_scores_gemma":[0.9977066,0.0006291809,0.0001761171,0.0009733535,0.0004299352,0.00008483023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009808724,0.001495383,0.03844001,0.0003143541,0.000455505,0.00001169334,0.004680485,0.04015641,0.2766742,0.1278371,0.01935272,0.490484],"study_design_scores_gemma":[0.0002995004,5.26605e-7,0.003121459,0.0001917433,0.00001836918,0.000005452844,0.000006318603,0.7937495,0.2012711,0.000517473,0.0006085767,0.0002100405],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08332105,0.0005336062,0.893267,0.0003382647,0.00004944914,0.0001664399,0.000007771414,0.0003648446,0.02195161],"genre_scores_gemma":[0.9687418,0.0003794907,0.03053689,0.00001347769,0.00001018441,0.00001569492,0.0000531024,0.00003060303,0.0002187759],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8854207,"threshold_uncertainty_score":0.6500815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00725811079250767,"score_gpt":0.2035502325595651,"score_spread":0.1962921217670574,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}